About a year ago, I switched to structured tools and haven't regretted it for a second. Manual cross-referencing simply couldn't handle the volume of work. The tools handle the volume, and I handle the interpretation. This separation works better than doing everything manually.

I spent months relying solely on written notes and community discussions before I realized I was completely lacking structured data on probability. For those who follow esports seriously, it's worth looking into forecasting tools that actually quantify confidence, along with their own research. For example, I suggest checking out esports predictions here ​https://winio.ai/forecasts​​​